A Guide to Using Libpostal for International Address Parsing

Jul 20, 2024 | Data Science

In the digital age, effective handling of street addresses across varying cultures and languages is essential. That’s where libpostal comes in—a powerful C library aimed at parsing and normalizing international street addresses. This guide will take you through the setup, usage, and troubleshooting of libpostal to leverage its full potential in your applications.

What is Libpostal?

Libpostal is designed to understand and normalize location-based strings from every corner of the globe using statistical Natural Language Processing (NLP) and open data. It simplifies the task of processing the often messy and abbreviated formats that addresses come in, making it easier to work with them in various contexts such as mapping, logistics, and location searches.

How to Install Libpostal

First, let’s get you set up! The installation process varies slightly depending on the operating system you’re using.

Installation on Mac/Linux

  • Ensure you have the following prerequisites installed:
  • 
            # On Ubuntu/Debian
            sudo apt-get install curl autoconf automake libtool pkg-config
            
            # On CentOS/RHEL
            sudo yum install curl autoconf automake libtool pkgconfig
            
            # On Mac OSX
            brew install curl autoconf automake libtool pkg-config
        
  • Clone the libpostal repository and compile the library:
  • 
            git clone https://github.com/openvenues/libpostal
            cd libpostal
            ./bootstrap.sh
            ./configure --datadir=/path/to/data
            make -j4
            sudo make install
            sudo ldconfig
        

Installation on Windows

  • Ensure you have MSys2 and MinGW installed.
  • Run the following commands:
  • 
            pacman -Syu
            pacman -S autoconf automake curl git make libtool gcc mingw-w64-x86_64-gcc
        
  • Then proceed with the build:
    
            git clone https://github.com/openvenues/libpostal
            cd libpostal
            cp -rf windows* ..
            ./bootstrap.sh
            ./configure --datadir=/path/to/data
            make -j4
            make install
        

Using Libpostal

The beauty of libpostal lies in its simplicity. Once installed, you can parse addresses effortlessly.

Example of Address Parsing

Let’s think of parsing addresses like reading a complex novel. Each address has its unique storyline (components) and formatting quirks (abbreviations). Libpostal acts as a skilled editor that extracts the essence from the text while discarding the unnecessary characters. Here’s how you can parse an address using both Python and C:

In Python:


from postal.parser import parse_address
address = "The Book Club 100-106 Leonard St Shoreditch London EC2A 4RH, United Kingdom"
parsed_address = parse_address(address)
print(parsed_address)

In C:


#include 
#include 
#include 

int main(int argc, char **argv) {
    libpostal_setup();
    libpostal_setup_parser();

    libpostal_address_parser_response_t *parsed = libpostal_parse_address("781 Franklin Ave Crown Heights Brooklyn NYC NY 11216 USA");
    
    for (size_t i = 0; i < parsed->num_components; i++) {
        printf("%s: %s\n", parsed->labels[i], parsed->components[i]);
    }

    libpostal_address_parser_response_destroy(parsed);
    libpostal_teardown();
    return 0;
}

Troubleshooting Tips

If you run into issues during installation or usage, consider these troubleshooting tips:

  • Check if the prerequisites are correctly installed prior to running the configuration.
  • Ensure the library is correctly linked in your project settings.
  • Try running the commands with administrative privileges if you encounter permission errors.
  • For specific parsing inaccuracies, cross-reference with the examples provided in the documentation.

Still facing challenges? For more insights, updates, or to collaborate on AI development projects, stay connected with fxis.ai.

Conclusion

Libpostal makes the daunting task of international address parsing significantly easier and more effective with its robust library. By leveraging libpostal, you can ensure your applications understand and process addresses from around the world accurately.

At fxis.ai, we believe that such advancements are crucial for the future of AI, as they enable more comprehensive and effective solutions. Our team is continually exploring new methodologies to push the envelope in artificial intelligence, ensuring that our clients benefit from the latest technological innovations.

Stay Informed with the Newest F(x) Insights and Blogs

Tech News and Blog Highlights, Straight to Your Inbox